--- layout: documentation title: Malloy Documentation footer: /generated/footers/examples/faa.html ---

NTSB Flight Database examples

The follow examples all run against the model at the bottom of this page OR you can find the source code here.

Airport Dashboard

Where can you fly from SJC? For each destination; Which carriers? How long have they been flying there? Are they on time?

query: flights -> airport_dashboard { where: origin.code: 'SJC' }
QUERY RESULTS
codedestinationflight_​countcarriers_​by_​monthroutes_​mapdelay_​by_​hour_​of_​day
LAXLOS ANGELES INTL58,815
200020022004dep_month0200400flight_countAmericanAmerican EagleSky WestSouthwestUnitednickname
58,815flight_count
05101520dep_hour02040flight_count31489delay
SANSAN DIEGO INTL-LINDBERGH FLD34,702
200020022004dep_month0100200300flight_countAmericanAmerican EagleContinentalSouthwestnickname
34,702flight_count
05101520dep_hour0102030flight_count31730delay
SNAJOHN WAYNE AIRPORT-ORANGE COUNTY30,907
200020022004dep_month0100200flight_countAmericanAmerican EagleSouthwestnickname
30,907flight_count
05101520dep_hour01020flight_count200400600delay
LASMC CARRAN INTL25,825
200020022004dep_month0100200flight_countAmerica WestAmericanSouthwestnickname
25,825flight_count
05101520dep_hour01020flight_count31739delay
SEASEATTLE-TACOMA INTL24,864
200020022004dep_month0100200300flight_countAlaskaAmericanHawaiianSouthwestnickname
24,864flight_count
05101520dep_hour01020flight_count200400600delay
PHXPHOENIX SKY HARBOR INTL24,310
200020022004dep_month0100200flight_countAmerica WestAmericanAmerican EagleSouthwestnickname
24,310flight_count
05101520dep_hour0510flight_count31577delay
ORDCHICAGO O'HARE INTL21,997
200020022004dep_month0100200flight_countAmericanUnitednickname
21,997flight_count
05101520dep_hour051015flight_count31534delay
PDXPORTLAND INTL21,562
200020022004dep_month0100200flight_countAlaskaAmericanSouthwestnickname
21,562flight_count
05101520dep_hour01020flight_count31769delay
BURBURBANK-GLENDALE-PASADENA17,557
200020022004dep_month0100200flight_countSouthwestnickname
17,557flight_count
05101520dep_hour010203040flight_count100200300delay
ONTONTARIO INTL17,358
200020022004dep_month0100200300flight_countSky WestSouthwestnickname
17,358flight_count
05101520dep_hour01020flight_count31335delay
[
  {
    "code": "LAX",
    "destination": "LOS ANGELES INTL",
    "flight_count": 58815,
    "carriers_by_month": [
      {
        "dep_month": {
          "value": "2005-12-01T00:00:00.000Z"
        },
        "flight_count": 171,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-12-01T00:00:00.000Z"
        },
        "flight_count": 278,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-12-01T00:00:00.000Z"
        },
        "flight_count": 408,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2005-11-01T00:00:00.000Z"
        },
        "flight_count": 167,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-11-01T00:00:00.000Z"
        },
        "flight_count": 268,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-11-01T00:00:00.000Z"
        },
        "flight_count": 392,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2005-10-01T00:00:00.000Z"
        },
        "flight_count": 181,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-10-01T00:00:00.000Z"
        },
        "flight_count": 405,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2005-10-01T00:00:00.000Z"
        },
        "flight_count": 303,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-09-01T00:00:00.000Z"
        },
        "flight_count": 393,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2005-09-01T00:00:00.000Z"
        },
        "flight_count": 175,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-09-01T00:00:00.000Z"
        },
        "flight_count": 297,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-08-01T00:00:00.000Z"
        },
        "flight_count": 414,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2005-08-01T00:00:00.000Z"
        },
        "flight_count": 186,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-08-01T00:00:00.000Z"
        },
        "flight_count": 287,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-07-01T00:00:00.000Z"
        },
        "flight_count": 279,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-07-01T00:00:00.000Z"
        },
        "flight_count": 185,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-07-01T00:00:00.000Z"
        },
        "flight_count": 403,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2005-06-01T00:00:00.000Z"
        },
        "flight_count": 399,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2005-06-01T00:00:00.000Z"
        },
        "flight_count": 178,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-06-01T00:00:00.000Z"
        },
        "flight_count": 270,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-05-01T00:00:00.000Z"
        },
        "flight_count": 178,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-05-01T00:00:00.000Z"
        },
        "flight_count": 405,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2005-05-01T00:00:00.000Z"
        },
        "flight_count": 279,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-04-01T00:00:00.000Z"
        },
        "flight_count": 175,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-04-01T00:00:00.000Z"
        },
        "flight_count": 390,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2005-04-01T00:00:00.000Z"
        },
        "flight_count": 269,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-03-01T00:00:00.000Z"
        },
        "flight_count": 278,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-03-01T00:00:00.000Z"
        },
        "flight_count": 182,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-03-01T00:00:00.000Z"
        },
        "flight_count": 402,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2005-02-01T00:00:00.000Z"
        },
        "flight_count": 360,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2005-02-01T00:00:00.000Z"
        },
        "flight_count": 252,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-02-01T00:00:00.000Z"
        },
        "flight_count": 166,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-01-01T00:00:00.000Z"
        },
        "flight_count": 184,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2005-01-01T00:00:00.000Z"
        },
        "flight_count": 279,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2005-01-01T00:00:00.000Z"
        },
        "flight_count": 399,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-12-01T00:00:00.000Z"
        },
        "flight_count": 408,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-12-01T00:00:00.000Z"
        },
        "flight_count": 181,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-12-01T00:00:00.000Z"
        },
        "flight_count": 277,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2004-11-01T00:00:00.000Z"
        },
        "flight_count": 269,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2004-11-01T00:00:00.000Z"
        },
        "flight_count": 386,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-11-01T00:00:00.000Z"
        },
        "flight_count": 179,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-10-01T00:00:00.000Z"
        },
        "flight_count": 279,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2004-10-01T00:00:00.000Z"
        },
        "flight_count": 395,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-10-01T00:00:00.000Z"
        },
        "flight_count": 186,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-09-01T00:00:00.000Z"
        },
        "flight_count": 387,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-09-01T00:00:00.000Z"
        },
        "flight_count": 172,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-09-01T00:00:00.000Z"
        },
        "flight_count": 267,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2004-08-01T00:00:00.000Z"
        },
        "flight_count": 279,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2004-08-01T00:00:00.000Z"
        },
        "flight_count": 413,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-08-01T00:00:00.000Z"
        },
        "flight_count": 158,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-07-01T00:00:00.000Z"
        },
        "flight_count": 278,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2004-07-01T00:00:00.000Z"
        },
        "flight_count": 403,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-07-01T00:00:00.000Z"
        },
        "flight_count": 161,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-06-01T00:00:00.000Z"
        },
        "flight_count": 397,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-06-01T00:00:00.000Z"
        },
        "flight_count": 289,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2004-06-01T00:00:00.000Z"
        },
        "flight_count": 36,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-05-01T00:00:00.000Z"
        },
        "flight_count": 395,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-05-01T00:00:00.000Z"
        },
        "flight_count": 273,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2004-05-01T00:00:00.000Z"
        },
        "flight_count": 121,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-04-01T00:00:00.000Z"
        },
        "flight_count": 392,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-04-01T00:00:00.000Z"
        },
        "flight_count": 269,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2004-04-01T00:00:00.000Z"
        },
        "flight_count": 113,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-03-01T00:00:00.000Z"
        },
        "flight_count": 154,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-03-01T00:00:00.000Z"
        },
        "flight_count": 406,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-03-01T00:00:00.000Z"
        },
        "flight_count": 298,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2004-02-01T00:00:00.000Z"
        },
        "flight_count": 276,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2004-02-01T00:00:00.000Z"
        },
        "flight_count": 376,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-02-01T00:00:00.000Z"
        },
        "flight_count": 145,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-01-01T00:00:00.000Z"
        },
        "flight_count": 170,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2004-01-01T00:00:00.000Z"
        },
        "flight_count": 392,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2004-01-01T00:00:00.000Z"
        },
        "flight_count": 326,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-12-01T00:00:00.000Z"
        },
        "flight_count": 388,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-12-01T00:00:00.000Z"
        },
        "flight_count": 182,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-12-01T00:00:00.000Z"
        },
        "flight_count": 330,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-11-01T00:00:00.000Z"
        },
        "flight_count": 317,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-11-01T00:00:00.000Z"
        },
        "flight_count": 372,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-11-01T00:00:00.000Z"
        },
        "flight_count": 176,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-10-01T00:00:00.000Z"
        },
        "flight_count": 333,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-10-01T00:00:00.000Z"
        },
        "flight_count": 402,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-10-01T00:00:00.000Z"
        },
        "flight_count": 185,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-09-01T00:00:00.000Z"
        },
        "flight_count": 319,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-09-01T00:00:00.000Z"
        },
        "flight_count": 387,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-09-01T00:00:00.000Z"
        },
        "flight_count": 180,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-08-01T00:00:00.000Z"
        },
        "flight_count": 300,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-08-01T00:00:00.000Z"
        },
        "flight_count": 390,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-08-01T00:00:00.000Z"
        },
        "flight_count": 184,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-07-01T00:00:00.000Z"
        },
        "flight_count": 301,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-07-01T00:00:00.000Z"
        },
        "flight_count": 186,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-07-01T00:00:00.000Z"
        },
        "flight_count": 394,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-06-01T00:00:00.000Z"
        },
        "flight_count": 257,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-06-01T00:00:00.000Z"
        },
        "flight_count": 386,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-06-01T00:00:00.000Z"
        },
        "flight_count": 180,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-05-01T00:00:00.000Z"
        },
        "flight_count": 182,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-05-01T00:00:00.000Z"
        },
        "flight_count": 397,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-05-01T00:00:00.000Z"
        },
        "flight_count": 239,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-04-01T00:00:00.000Z"
        },
        "flight_count": 392,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-04-01T00:00:00.000Z"
        },
        "flight_count": 231,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-04-01T00:00:00.000Z"
        },
        "flight_count": 150,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-03-01T00:00:00.000Z"
        },
        "flight_count": 233,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-03-01T00:00:00.000Z"
        },
        "flight_count": 399,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-03-01T00:00:00.000Z"
        },
        "flight_count": 155,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-02-01T00:00:00.000Z"
        },
        "flight_count": 212,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-02-01T00:00:00.000Z"
        },
        "flight_count": 363,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-02-01T00:00:00.000Z"
        },
        "flight_count": 141,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-01-01T00:00:00.000Z"
        },
        "flight_count": 237,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2003-01-01T00:00:00.000Z"
        },
        "flight_count": 408,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2003-01-01T00:00:00.000Z"
        },
        "flight_count": 149,
        "nickname": "Sky West"
      },
      {
        "dep_month": {
          "value": "2003-01-01T00:00:00.000Z"
        },
        "flight_count": 5,
        "nickname": "United"
      },
      {
        "dep_month": {
          "value": "2002-12-01T00:00:00.000Z"
        },
        "flight_count": 125,
        "nickname": "American Eagle"
      },
      {
        "dep_month": {
          "value": "2002-12-01T00:00:00.000Z"
        },
        "flight_count": 404,
        "nickname": "Southwest"
      },
      {
        "dep_month": {
          "value": "2002-12-01T00:00:00.000Z"
        },
        "flight_count": 90,
        "nickname": "American"
      },
      {
        "dep_month": {
          "value": "2002-12-01T00:00:00.000Z"
        },
        "flight_count": 3,
        "nickname": "United"
      },
      {
        "dep_month": {
          "value": "2002-11-01T00:00:00.000Z"
        },
        "flight_count": 188,
        "nickname": "American"
      },
      {
        "dep_month": {
          "value": "2002-11-01T00:00:00.000Z"
        },
        "flight_count": 393,
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      {
        "dep_hour": 15,
        "flight_count": 1,
        "delay": 137
      },
      {
        "dep_hour": 17,
        "flight_count": 1,
        "delay": 205
      },
      {
        "dep_hour": 10,
        "flight_count": 1,
        "delay": 172
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 53
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 116
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 98
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 67
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 105
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 58
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 68
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 104
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 73
      },
      {
        "dep_hour": 9,
        "flight_count": 1,
        "delay": 35
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 99
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 125.00000000000001
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 40
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 88
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 265
      },
      {
        "dep_hour": 17,
        "flight_count": 1,
        "delay": 46
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 105
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 82
      },
      {
        "dep_hour": 10,
        "flight_count": 1,
        "delay": 33
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 54
      },
      {
        "dep_hour": 0,
        "flight_count": 1,
        "delay": 110
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 36
      },
      {
        "dep_hour": 8,
        "flight_count": 1,
        "delay": 55
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 101
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 151
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 34
      },
      {
        "dep_hour": 11,
        "flight_count": 1,
        "delay": 54
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 64
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 146
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 168
      },
      {
        "dep_hour": 2,
        "flight_count": 1,
        "delay": 250.00000000000003
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 54
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 115
      },
      {
        "dep_hour": 13,
        "flight_count": 1,
        "delay": 130
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 113
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 135
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 46
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 98
      },
      {
        "dep_hour": 15,
        "flight_count": 1,
        "delay": 210
      },
      {
        "dep_hour": 13,
        "flight_count": 1,
        "delay": 55
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 112
      },
      {
        "dep_hour": 10,
        "flight_count": 1,
        "delay": 45
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 99
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 43
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 140
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 130
      },
      {
        "dep_hour": 7,
        "flight_count": 1,
        "delay": 32
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 79
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 125.00000000000001
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 70
      },
      {
        "dep_hour": 15,
        "flight_count": 1,
        "delay": 48
      },
      {
        "dep_hour": 11,
        "flight_count": 1,
        "delay": 36
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 59
      },
      {
        "dep_hour": 15,
        "flight_count": 1,
        "delay": 72
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 36
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 89
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 47
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 84
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 43
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 57
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 225
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 63
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 150
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 65
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 153
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 33
      },
      {
        "dep_hour": 11,
        "flight_count": 1,
        "delay": 41
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 55
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 94
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 41
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 52
      },
      {
        "dep_hour": 11,
        "flight_count": 1,
        "delay": 62.00000000000001
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 31.000000000000004
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 62.00000000000001
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 58
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 39
      },
      {
        "dep_hour": 11,
        "flight_count": 1,
        "delay": 48
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 48
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 93
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 78
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 73
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 103
      },
      {
        "dep_hour": 17,
        "flight_count": 1,
        "delay": 73
      },
      {
        "dep_hour": 16,
        "flight_count": 1,
        "delay": 127
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 106
      },
      {
        "dep_hour": 7,
        "flight_count": 1,
        "delay": 50
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 129
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 49
      },
      {
        "dep_hour": 16,
        "flight_count": 1,
        "delay": 83
      },
      {
        "dep_hour": 11,
        "flight_count": 1,
        "delay": 39
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 64
      },
      {
        "dep_hour": 16,
        "flight_count": 1,
        "delay": 173
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 69
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 131
      },
      {
        "dep_hour": 17,
        "flight_count": 1,
        "delay": 69
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 42
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 75
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 85
      },
      {
        "dep_hour": 15,
        "flight_count": 1,
        "delay": 56
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 59
      },
      {
        "dep_hour": 7,
        "flight_count": 1,
        "delay": 37
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 132
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 133
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 44
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 168
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 49
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 137
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 80
      },
      {
        "dep_hour": 13,
        "flight_count": 1,
        "delay": 31.000000000000004
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 52
      },
      {
        "dep_hour": 10,
        "flight_count": 1,
        "delay": 32
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 90
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 127
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 83
      },
      {
        "dep_hour": 17,
        "flight_count": 1,
        "delay": 51
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 120
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 158
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 95
      },
      {
        "dep_hour": 8,
        "flight_count": 1,
        "delay": 65
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 35
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 51
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 41
      },
      {
        "dep_hour": 13,
        "flight_count": 1,
        "delay": 75
      },
      {
        "dep_hour": 16,
        "flight_count": 1,
        "delay": 31.000000000000004
      },
      {
        "dep_hour": 0,
        "flight_count": 1,
        "delay": 128
      },
      {
        "dep_hour": 13,
        "flight_count": 1,
        "delay": 36
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 155
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 61
      },
      {
        "dep_hour": 0,
        "flight_count": 1,
        "delay": 225
      },
      {
        "dep_hour": 13,
        "flight_count": 1,
        "delay": 42
      },
      {
        "dep_hour": 8,
        "flight_count": 1,
        "delay": 39
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 54
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 159
      },
      {
        "dep_hour": 0,
        "flight_count": 1,
        "delay": 126
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 153
      },
      {
        "dep_hour": 7,
        "flight_count": 1,
        "delay": 31.000000000000004
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 160
      },
      {
        "dep_hour": 0,
        "flight_count": 1,
        "delay": 127
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 82
      },
      {
        "dep_hour": 11,
        "flight_count": 1,
        "delay": 51
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 92
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 105
      },
      {
        "dep_hour": 1,
        "flight_count": 1,
        "delay": 198
      },
      {
        "dep_hour": 7,
        "flight_count": 1,
        "delay": 38
      },
      {
        "dep_hour": 21,
        "flight_count": 1,
        "delay": 51
      },
      {
        "dep_hour": 10,
        "flight_count": 1,
        "delay": 70
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 125.00000000000001
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 79
      },
      {
        "dep_hour": 16,
        "flight_count": 1,
        "delay": 186
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 71
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 146
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 60
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 50
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 47
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 52
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 63
      },
      {
        "dep_hour": 14,
        "flight_count": 1,
        "delay": 88
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 108
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 108
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 68
      },
      {
        "dep_hour": 8,
        "flight_count": 1,
        "delay": 40
      },
      {
        "dep_hour": 22,
        "flight_count": 1,
        "delay": 100
      },
      {
        "dep_hour": 11,
        "flight_count": 1,
        "delay": 110
      },
      {
        "dep_hour": 16,
        "flight_count": 1,
        "delay": 43
      },
      {
        "dep_hour": 20,
        "flight_count": 1,
        "delay": 57
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 65
      },
      {
        "dep_hour": 11,
        "flight_count": 1,
        "delay": 93
      },
      {
        "dep_hour": 8,
        "flight_count": 1,
        "delay": 66
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 90
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 62.00000000000001
      },
      {
        "dep_hour": 17,
        "flight_count": 1,
        "delay": 53
      },
      {
        "dep_hour": 13,
        "flight_count": 1,
        "delay": 115
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 86
      },
      {
        "dep_hour": 16,
        "flight_count": 1,
        "delay": 95
      },
      {
        "dep_hour": 12,
        "flight_count": 1,
        "delay": 63
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 120
      },
      {
        "dep_hour": 19,
        "flight_count": 1,
        "delay": 190
      },
      {
        "dep_hour": 16,
        "flight_count": 1,
        "delay": 93
      },
      {
        "dep_hour": 13,
        "flight_count": 1,
        "delay": 94
      },
      {
        "dep_hour": 8,
        "flight_count": 1,
        "delay": 34
      },
      {
        "dep_hour": 9,
        "flight_count": 1,
        "delay": 37
      },
      {
        "dep_hour": 18,
        "flight_count": 1,
        "delay": 61
      },
      {
        "dep_hour": 17,
        "flight_count": 1,
        "delay": 225
      },
      {
        "dep_hour": 0,
        "flight_count": 1,
        "delay": 130
      },
      {
        "dep_hour": 23,
        "flight_count": 1,
        "delay": 158
      }
    ]
  }
]
WITH __stage0 AS (
  SELECT
    group_set,
    flights.destination as code__0,
    destination_0.full_name as destination__0,
    CASE WHEN group_set=0 THEN
      COUNT( 1)
      END as flight_count__0,
    CASE WHEN group_set=1 THEN
      TIMESTAMP_TRUNC(flights.dep_time, MONTH)
      END as dep_month__1,
    CASE WHEN group_set=1 THEN
      COUNT( 1)
      END as flight_count__1,
    CASE WHEN group_set=1 THEN
      carriers_0.nickname
      END as nickname__1,
    CASE WHEN group_set=2 THEN
      origin_0.latitude
      END as latitude__2,
    CASE WHEN group_set=2 THEN
      origin_0.longitude
      END as longitude__2,
    CASE WHEN group_set=2 THEN
      destination_0.latitude
      END as latitude2__2,
    CASE WHEN group_set=2 THEN
      destination_0.longitude
      END as longitude2__2,
    CASE WHEN group_set=2 THEN
      COUNT( 1)
      END as flight_count__2,
    CASE WHEN group_set=3 THEN
      EXTRACT(HOUR FROM flights.dep_time)
      END as dep_hour__3,
    CASE WHEN group_set=3 THEN
      COUNT( 1)
      END as flight_count__3,
    CASE WHEN group_set=3 THEN
      ((floor(flights.dep_delay))/30)*30
      END as delay__3
  FROM `malloy-data.faa.flights` as flights
  LEFT JOIN `malloy-data.faa.airports` AS destination_0
    ON destination_0.code=flights.destination
  LEFT JOIN `malloy-data.faa.airports` AS origin_0
    ON origin_0.code=flights.origin
  LEFT JOIN `malloy-data.faa.carriers` AS carriers_0
    ON carriers_0.code=flights.carrier
  CROSS JOIN (SELECT row_number() OVER() -1  group_set FROM UNNEST(GENERATE_ARRAY(0,3,1)))
  WHERE (origin_0.code='SJC')
  AND ((group_set NOT IN (3) OR (group_set IN (3) AND flights.dep_delay>30)))
  GROUP BY 1,2,3,5,7,8,9,10,11,13,15
)
SELECT
  code__0 as code,
  destination__0 as destination,
  ANY_VALUE(CASE WHEN group_set=0 THEN flight_count__0 END) as flight_count,
  ARRAY_AGG(CASE WHEN group_set=1 THEN STRUCT(
    dep_month__1 as dep_month, 
    flight_count__1 as flight_count, 
    nickname__1 as nickname
    ) END IGNORE NULLS  ORDER BY  dep_month__1 desc ) as carriers_by_month,
  ARRAY_AGG(CASE WHEN group_set=2 THEN STRUCT(
    latitude__2 as latitude, 
    longitude__2 as longitude, 
    latitude2__2 as latitude2, 
    longitude2__2 as longitude2, 
    flight_count__2 as flight_count
    ) END IGNORE NULLS  ORDER BY  flight_count__2 desc ) as routes_map,
  ARRAY_AGG(CASE WHEN group_set=3 THEN STRUCT(
    dep_hour__3 as dep_hour, 
    flight_count__3 as flight_count, 
    delay__3 as delay
    ) END IGNORE NULLS  ORDER BY  flight_count__3 desc ) as delay_by_hour_of_day
FROM __stage0
GROUP BY 1,2
ORDER BY 3 desc
LIMIT 10

Carrier Dashboard

Tell me everything about a carrier. How many destinations?, flights? hubs? What kind of planes to they use? How many flights over time? What are the major hubs? For each destination, How many flights? Where can you? Have they been flying there long? Increasing or decreasing year by year? Any seasonality?

query: flights -> carrier_dashboard { where: carriers.nickname : 'Jetblue' }
QUERY RESULTS
destination_​countflight_​countby_​manufacturerby_​monthhubsorigin_​dashboard
33267,963
0204060aircraft_countAIRBUSAIRBUS INDUSTRIEEMBRAERnull1,151161,208flight_count
200320042005dep_month05,00010,000flight_count
hubdestination_​count
JFK - JOHN F KENNEDY INTL29
BOS - GENERAL EDWARD LAWRENCE LOGAN INTL14
LGB - LONG BEACH /DAUGHERTY FIELD/9
OAK - METROPOLITAN OAKLAND INTL7
FLL - FORT LAUDERDALE/HOLLYWOOD INTL7
IAD - WASHINGTON DULLES INTERNATIONAL6
EWR - NEWARK INTL6
PBI - PALM BEACH INTL4
ONT - ONTARIO INTL4
TPA - TAMPA INTL3
code
JFK
origin
JOHN F KENNEDY INTL
city
NEW YORK
flight_count
96,992
destinations_by_month
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routes_map
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24681012dep_month0200400flight_countDec 31, 2002Dec 31, 2004dep_year
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LAS VEGAS
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routes_map
1,0002,0003,0004,000flight_count
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            "dep_month": {
              "value": "2004-12-01T00:00:00.000Z"
            },
            "flight_count": 110,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-12-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2004-11-01T00:00:00.000Z"
            },
            "flight_count": 112,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-11-01T00:00:00.000Z"
            },
            "flight_count": 59,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2004-10-01T00:00:00.000Z"
            },
            "flight_count": 155,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-10-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2004-09-01T00:00:00.000Z"
            },
            "flight_count": 60,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2004-09-01T00:00:00.000Z"
            },
            "flight_count": 151,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-08-01T00:00:00.000Z"
            },
            "flight_count": 154,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-08-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2004-07-01T00:00:00.000Z"
            },
            "flight_count": 154,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-07-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2004-06-01T00:00:00.000Z"
            },
            "flight_count": 150,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-06-01T00:00:00.000Z"
            },
            "flight_count": 60,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2004-05-01T00:00:00.000Z"
            },
            "flight_count": 155,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-05-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2004-04-01T00:00:00.000Z"
            },
            "flight_count": 60,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2004-04-01T00:00:00.000Z"
            },
            "flight_count": 150,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-03-01T00:00:00.000Z"
            },
            "flight_count": 155,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-03-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2004-02-01T00:00:00.000Z"
            },
            "flight_count": 120,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-02-01T00:00:00.000Z"
            },
            "flight_count": 58,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2004-01-01T00:00:00.000Z"
            },
            "flight_count": 123,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2004-01-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-12-01T00:00:00.000Z"
            },
            "flight_count": 100,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2003-12-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-11-01T00:00:00.000Z"
            },
            "flight_count": 59,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-11-01T00:00:00.000Z"
            },
            "flight_count": 119,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2003-10-01T00:00:00.000Z"
            },
            "flight_count": 124,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2003-10-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-09-01T00:00:00.000Z"
            },
            "flight_count": 120,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2003-09-01T00:00:00.000Z"
            },
            "flight_count": 60,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-08-01T00:00:00.000Z"
            },
            "flight_count": 124,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2003-08-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-07-01T00:00:00.000Z"
            },
            "flight_count": 124,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2003-07-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-06-01T00:00:00.000Z"
            },
            "flight_count": 120,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2003-06-01T00:00:00.000Z"
            },
            "flight_count": 60,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-05-01T00:00:00.000Z"
            },
            "flight_count": 124,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2003-05-01T00:00:00.000Z"
            },
            "flight_count": 62,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-04-01T00:00:00.000Z"
            },
            "flight_count": 120,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2003-04-01T00:00:00.000Z"
            },
            "flight_count": 90,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-03-01T00:00:00.000Z"
            },
            "flight_count": 93,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-03-01T00:00:00.000Z"
            },
            "flight_count": 124,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2003-02-01T00:00:00.000Z"
            },
            "flight_count": 84,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-02-01T00:00:00.000Z"
            },
            "flight_count": 92,
            "name": "JFK - JOHN F KENNEDY INTL"
          },
          {
            "dep_month": {
              "value": "2003-01-01T00:00:00.000Z"
            },
            "flight_count": 93,
            "name": "LGB - LONG BEACH /DAUGHERTY FIELD/"
          },
          {
            "dep_month": {
              "value": "2003-01-01T00:00:00.000Z"
            },
            "flight_count": 72,
            "name": "JFK - JOHN F KENNEDY INTL"
          }
        ],
        "routes_map": [
          {
            "latitude": 36.08,
            "longitude": -115.15,
            "latitude2": 40.63,
            "longitude2": -73.77,
            "flight_count": 4814
          },
          {
            "latitude": 36.08,
            "longitude": -115.15,
            "latitude2": 33.81,
            "longitude2": -118.15,
            "flight_count": 2501
          },
          {
            "latitude": 36.08,
            "longitude": -115.15,
            "latitude2": 42.36,
            "longitude2": -71,
            "flight_count": 242
          }
        ],
        "year_over_year": [
          {
            "dep_month": 7,
            "flight_count": 308,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 5,
            "flight_count": 303,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 6,
            "flight_count": 300,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 8,
            "flight_count": 279,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 10,
            "flight_count": 278,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 9,
            "flight_count": 271,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 12,
            "flight_count": 218,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 5,
            "flight_count": 217,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 3,
            "flight_count": 217,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 10,
            "flight_count": 217,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 3,
            "flight_count": 217,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 7,
            "flight_count": 216,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 8,
            "flight_count": 216,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 9,
            "flight_count": 211,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 6,
            "flight_count": 210,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 4,
            "flight_count": 210,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 4,
            "flight_count": 210,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 4,
            "flight_count": 209,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 11,
            "flight_count": 208,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 1,
            "flight_count": 192,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 3,
            "flight_count": 191,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 10,
            "flight_count": 186,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 8,
            "flight_count": 186,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 7,
            "flight_count": 186,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 5,
            "flight_count": 186,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 1,
            "flight_count": 185,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 9,
            "flight_count": 180,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 6,
            "flight_count": 180,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 2,
            "flight_count": 178,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 11,
            "flight_count": 178,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 2,
            "flight_count": 176,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 12,
            "flight_count": 172,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 11,
            "flight_count": 171,
            "dep_year": {
              "value": "2004-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 2,
            "flight_count": 168,
            "dep_year": {
              "value": "2005-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 1,
            "flight_count": 165,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          },
          {
            "dep_month": 12,
            "flight_count": 162,
            "dep_year": {
              "value": "2003-01-01T00:00:00.000Z"
            }
          }
        ]
      }
    ]
  }
]
WITH __stage0 AS (
  SELECT
    group_set,
    CASE WHEN group_set=0 THEN
      COUNT(DISTINCT destination_0.code)
      END as destination_count__0,
    CASE WHEN group_set=0 THEN
      COUNT( 1)
      END as flight_count__0,
    CASE WHEN group_set=1 THEN
      aircraft_models_0.manufacturer
      END as manufacturer__1,
    CASE WHEN group_set=1 THEN
      COUNT(DISTINCT aircraft_0.tail_num)
      END as aircraft_count__1,
    CASE WHEN group_set=1 THEN
      COUNT( 1)
      END as flight_count__1,
    CASE WHEN group_set=2 THEN
      TIMESTAMP_TRUNC(flights.dep_time, MONTH)
      END as dep_month__2,
    CASE WHEN group_set=2 THEN
      COUNT( 1)
      END as flight_count__2,
    CASE WHEN group_set=3 THEN
      concat(origin_0.code,' - ',origin_0.full_name)
      END as hub__3,
    CASE WHEN group_set=3 THEN
      COUNT(DISTINCT destination_0.code)
      END as destination_count__3,
    CASE WHEN group_set IN (4,5,6,7) THEN
      flights.origin
      END as code__4,
    CASE WHEN group_set IN (4,5,6,7) THEN
      origin_0.full_name
      END as origin__4,
    CASE WHEN group_set IN (4,5,6,7) THEN
      origin_0.city
      END as city__4,
    CASE WHEN group_set=4 THEN
      COUNT( 1)
      END as flight_count__4,
    CASE WHEN group_set=5 THEN
      TIMESTAMP_TRUNC(flights.dep_time, MONTH)
      END as dep_month__5,
    CASE WHEN group_set=5 THEN
      COUNT( 1)
      END as flight_count__5,
    CASE WHEN group_set=5 THEN
      concat(destination_0.code,' - ',destination_0.full_name)
      END as name__5,
    CASE WHEN group_set=6 THEN
      origin_0.latitude
      END as latitude__6,
    CASE WHEN group_set=6 THEN
      origin_0.longitude
      END as longitude__6,
    CASE WHEN group_set=6 THEN
      destination_0.latitude
      END as latitude2__6,
    CASE WHEN group_set=6 THEN
      destination_0.longitude
      END as longitude2__6,
    CASE WHEN group_set=6 THEN
      COUNT( 1)
      END as flight_count__6,
    CASE WHEN group_set=7 THEN
      EXTRACT(MONTH FROM flights.dep_time)
      END as dep_month__7,
    CASE WHEN group_set=7 THEN
      COUNT( 1)
      END as flight_count__7,
    CASE WHEN group_set=7 THEN
      TIMESTAMP_TRUNC(flights.dep_time, YEAR)
      END as dep_year__7
  FROM `malloy-data.faa.flights` as flights
  LEFT JOIN `malloy-data.faa.airports` AS destination_0
    ON destination_0.code=flights.destination
  LEFT JOIN `malloy-data.faa.aircraft` AS aircraft_0
    ON aircraft_0.tail_num=flights.tail_num
  LEFT JOIN `malloy-data.faa.aircraft_models` AS aircraft_models_0
    ON aircraft_models_0.aircraft_model_code=aircraft_0.aircraft_model_code
  LEFT JOIN `malloy-data.faa.airports` AS origin_0
    ON origin_0.code=flights.origin
  LEFT JOIN `malloy-data.faa.carriers` AS carriers_0
    ON carriers_0.code=flights.carrier
  CROSS JOIN (SELECT row_number() OVER() -1  group_set FROM UNNEST(GENERATE_ARRAY(0,7,1)))
  WHERE carriers_0.nickname='Jetblue'
  GROUP BY 1,4,7,9,11,12,13,15,17,18,19,20,21,23,25
  HAVING (group_set<>3 OR (group_set=3 AND COUNT(DISTINCT destination_0.code)>1))
)
, __stage1 AS (
  SELECT 
    CASE WHEN group_set=5 THEN 4 WHEN group_set=6 THEN 4 WHEN group_set=7 THEN 4  ELSE group_set END as group_set,
    ANY_VALUE(CASE WHEN group_set=0 THEN destination_count__0 END) as destination_count__0,
    ANY_VALUE(CASE WHEN group_set=0 THEN flight_count__0 END) as flight_count__0,
    CASE WHEN group_set=1 THEN
      manufacturer__1
      END as manufacturer__1,
    ANY_VALUE(CASE WHEN group_set=1 THEN aircraft_count__1 END) as aircraft_count__1,
    ANY_VALUE(CASE WHEN group_set=1 THEN flight_count__1 END) as flight_count__1,
    CASE WHEN group_set=2 THEN
      dep_month__2
      END as dep_month__2,
    ANY_VALUE(CASE WHEN group_set=2 THEN flight_count__2 END) as flight_count__2,
    CASE WHEN group_set=3 THEN
      hub__3
      END as hub__3,
    ANY_VALUE(CASE WHEN group_set=3 THEN destination_count__3 END) as destination_count__3,
    CASE WHEN group_set IN (4,5,6,7) THEN
      code__4
      END as code__4,
    CASE WHEN group_set IN (4,5,6,7) THEN
      origin__4
      END as origin__4,
    CASE WHEN group_set IN (4,5,6,7) THEN
      city__4
      END as city__4,
    ANY_VALUE(CASE WHEN group_set=4 THEN flight_count__4 END) as flight_count__4,
    ARRAY_AGG(CASE WHEN group_set=5 THEN STRUCT(
      dep_month__5 as dep_month, 
      flight_count__5 as flight_count, 
      name__5 as name
      ) END IGNORE NULLS  ORDER BY  dep_month__5 desc ) as destinations_by_month__4,
    ARRAY_AGG(CASE WHEN group_set=6 THEN STRUCT(
      latitude__6 as latitude, 
      longitude__6 as longitude, 
      latitude2__6 as latitude2, 
      longitude2__6 as longitude2, 
      flight_count__6 as flight_count
      ) END IGNORE NULLS  ORDER BY  flight_count__6 desc ) as routes_map__4,
    ARRAY_AGG(CASE WHEN group_set=7 THEN STRUCT(
      dep_month__7 as dep_month, 
      flight_count__7 as flight_count, 
      dep_year__7 as dep_year
      ) END IGNORE NULLS  ORDER BY  flight_count__7 desc ) as year_over_year__4
  FROM __stage0
  GROUP BY 1,4,7,9,11,12,13
)
SELECT
  ANY_VALUE(CASE WHEN group_set=0 THEN destination_count__0 END) as destination_count,
  ANY_VALUE(CASE WHEN group_set=0 THEN flight_count__0 END) as flight_count,
  ARRAY_AGG(CASE WHEN group_set=1 THEN STRUCT(
    manufacturer__1 as manufacturer, 
    aircraft_count__1 as aircraft_count, 
    flight_count__1 as flight_count
    ) END IGNORE NULLS  ORDER BY  aircraft_count__1 desc  LIMIT 5) as by_manufacturer,
  ARRAY_AGG(CASE WHEN group_set=2 THEN STRUCT(
    dep_month__2 as dep_month, 
    flight_count__2 as flight_count
    ) END IGNORE NULLS  ORDER BY  dep_month__2 desc ) as by_month,
  ARRAY_AGG(CASE WHEN group_set=3 THEN STRUCT(
    hub__3 as hub, 
    destination_count__3 as destination_count
    ) END IGNORE NULLS  ORDER BY  destination_count__3 desc  LIMIT 10) as hubs,
  ARRAY_AGG(CASE WHEN group_set=4 THEN STRUCT(
    code__4 as code, 
    origin__4 as origin, 
    city__4 as city, 
    flight_count__4 as flight_count, 
    destinations_by_month__4 as destinations_by_month, 
    routes_map__4 as routes_map, 
    year_over_year__4 as year_over_year
    ) END IGNORE NULLS  ORDER BY  flight_count__4 desc  LIMIT 10) as origin_dashboard
FROM __stage1
ORDER BY 1 desc

Kayak Example Query

Suppose you wanted to build a website like Kayak. Let's assume that the data we have is in the future instead of the past. The query below will fetch all the data needed to render a Kayak page in a singe query.

query: flights -> kayak {
  where:
    origin.code : 'SJC',
    destination.code : 'LAX'|'BUR',
    dep_time : @2004-01-01
}
QUERY RESULTS
carriersby_​hourflights
nicknameflight_​count
Southwest16
American Eagle11
Sky West6
dep_​hourflight_​count
62
82
93
103
111
133
142
153
162
175
182
194
211
dep_​minutenameflight_​numorigin_​codedestination_​codemanufacturermodel
2004-01-01 21:05Southwest Airlines2866SJCLAXBOEING737-317
2004-01-01 19:55Sky West Airlines6991SJCLAXBOMBARDIER INCCL-600-2B19
2004-01-01 19:54Southwest Airlines1437SJCLAXBOEING737-7H4
2004-01-01 19:40Southwest Airlines3353SJCBURBOEING737-7H4
2004-01-01 19:20American Eagle Airlines3216SJCLAXEMBRAEREMB-135KL
2004-01-01 18:20Southwest Airlines2484SJCLAXBOEING737-3H4
2004-01-01 18:17Southwest Airlines565SJCBURBOEING737-317
2004-01-01 17:51American Eagle Airlines3152SJCLAXEMBRAEREMB-135KL
2004-01-01 17:36Sky West Airlines6987SJCLAXBOMBARDIER INCCL-600-2B19
2004-01-01 17:30Southwest Airlines495SJCLAXBOEING737-3H4
2004-01-01 17:14American Eagle Airlines3206SJCLAXEMBRAEREMB-135KL
2004-01-01 17:00Southwest Airlines1664SJCLAXBOEING737-3H4
2004-01-01 16:35Southwest Airlines990SJCBURBOEING737-3Q8
2004-01-01 16:10Southwest Airlines1383SJCLAXBOEING737-7H4
2004-01-01 15:32Sky West Airlines6980SJCLAXBOMBARDIER INCCL-600-2B19
2004-01-01 15:30Southwest Airlines624SJCLAXBOEING737-7H4
2004-01-01 15:13American Eagle Airlines3168SJCLAXEMBRAEREMB-135KL
2004-01-01 14:34American Eagle Airlines3160SJCLAXEMBRAEREMB-135KL
2004-01-01 14:02American Eagle Airlines3148SJCLAXEMBRAEREMB-135KL
2004-01-01 13:25Southwest Airlines197SJCBURBOEING737-5H4
2004-01-01 13:17Sky West Airlines6948SJCLAXBOMBARDIER INCCL-600-2B19
2004-01-01 13:15Southwest Airlines2226SJCLAXBOEING737-3H4
2004-01-01 11:56American Eagle Airlines3198SJCLAXEMBRAEREMB-135KL
2004-01-01 10:35Southwest Airlines603SJCBURBOEING737-3G7
2004-01-01 10:24American Eagle Airlines3200SJCLAXEMBRAEREMB-135KL
2004-01-01 10:15Southwest Airlines1593SJCLAXBOEING737-3Q8
2004-01-01 09:40Southwest Airlines1478SJCBURBOEING737-5H4
2004-01-01 09:31American Eagle Airlines3196SJCLAXEMBRAEREMB-135KL
2004-01-01 09:30Southwest Airlines1323SJCLAXBOEING737-3H4
2004-01-01 08:52Sky West Airlines6946SJCLAXBOMBARDIER INCCL-600-2B19
2004-01-01 08:24American Eagle Airlines3194SJCLAXEMBRAEREMB-135KL
2004-01-01 06:34Sky West Airlines6993SJCLAXBOMBARDIER INCCL-600-2B19
2004-01-01 06:14American Eagle Airlines3192SJCLAXEMBRAEREMB-135KL
[
  {
    "carriers": [
      {
        "nickname": "Southwest",
        "flight_count": 16
      },
      {
        "nickname": "American Eagle",
        "flight_count": 11
      },
      {
        "nickname": "Sky West",
        "flight_count": 6
      }
    ],
    "by_hour": [
      {
        "dep_hour": 6,
        "flight_count": 2
      },
      {
        "dep_hour": 8,
        "flight_count": 2
      },
      {
        "dep_hour": 9,
        "flight_count": 3
      },
      {
        "dep_hour": 10,
        "flight_count": 3
      },
      {
        "dep_hour": 11,
        "flight_count": 1
      },
      {
        "dep_hour": 13,
        "flight_count": 3
      },
      {
        "dep_hour": 14,
        "flight_count": 2
      },
      {
        "dep_hour": 15,
        "flight_count": 3
      },
      {
        "dep_hour": 16,
        "flight_count": 2
      },
      {
        "dep_hour": 17,
        "flight_count": 5
      },
      {
        "dep_hour": 18,
        "flight_count": 2
      },
      {
        "dep_hour": 19,
        "flight_count": 4
      },
      {
        "dep_hour": 21,
        "flight_count": 1
      }
    ],
    "flights": [
      {
        "dep_minute": {
          "value": "2004-01-01T21:05:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "2866",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOEING",
        "model": "737-317"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T19:55:00.000Z"
        },
        "name": "Sky West Airlines",
        "flight_num": "6991",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOMBARDIER INC",
        "model": "CL-600-2B19"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T19:54:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "1437",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOEING",
        "model": "737-7H4"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T19:40:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "3353",
        "origin_code": "SJC",
        "destination_code": "BUR",
        "manufacturer": "BOEING",
        "model": "737-7H4"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T19:20:00.000Z"
        },
        "name": "American Eagle Airlines",
        "flight_num": "3216",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "EMBRAER",
        "model": "EMB-135KL"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T18:20:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "2484",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOEING",
        "model": "737-3H4"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T18:17:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "565",
        "origin_code": "SJC",
        "destination_code": "BUR",
        "manufacturer": "BOEING",
        "model": "737-317"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T17:51:00.000Z"
        },
        "name": "American Eagle Airlines",
        "flight_num": "3152",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "EMBRAER",
        "model": "EMB-135KL"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T17:36:00.000Z"
        },
        "name": "Sky West Airlines",
        "flight_num": "6987",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOMBARDIER INC",
        "model": "CL-600-2B19"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T17:30:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "495",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOEING",
        "model": "737-3H4"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T17:14:00.000Z"
        },
        "name": "American Eagle Airlines",
        "flight_num": "3206",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "EMBRAER",
        "model": "EMB-135KL"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T17:00:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "1664",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOEING",
        "model": "737-3H4"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T16:35:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "990",
        "origin_code": "SJC",
        "destination_code": "BUR",
        "manufacturer": "BOEING",
        "model": "737-3Q8"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T16:10:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "1383",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOEING",
        "model": "737-7H4"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T15:32:00.000Z"
        },
        "name": "Sky West Airlines",
        "flight_num": "6980",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOMBARDIER INC",
        "model": "CL-600-2B19"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T15:30:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "624",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOEING",
        "model": "737-7H4"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T15:13:00.000Z"
        },
        "name": "American Eagle Airlines",
        "flight_num": "3168",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "EMBRAER",
        "model": "EMB-135KL"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T14:34:00.000Z"
        },
        "name": "American Eagle Airlines",
        "flight_num": "3160",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "EMBRAER",
        "model": "EMB-135KL"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T14:02:00.000Z"
        },
        "name": "American Eagle Airlines",
        "flight_num": "3148",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "EMBRAER",
        "model": "EMB-135KL"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T13:25:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "197",
        "origin_code": "SJC",
        "destination_code": "BUR",
        "manufacturer": "BOEING",
        "model": "737-5H4"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T13:17:00.000Z"
        },
        "name": "Sky West Airlines",
        "flight_num": "6948",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOMBARDIER INC",
        "model": "CL-600-2B19"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T13:15:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "2226",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOEING",
        "model": "737-3H4"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T11:56:00.000Z"
        },
        "name": "American Eagle Airlines",
        "flight_num": "3198",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "EMBRAER",
        "model": "EMB-135KL"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T10:35:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "603",
        "origin_code": "SJC",
        "destination_code": "BUR",
        "manufacturer": "BOEING",
        "model": "737-3G7"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T10:24:00.000Z"
        },
        "name": "American Eagle Airlines",
        "flight_num": "3200",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "EMBRAER",
        "model": "EMB-135KL"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T10:15:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "1593",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOEING",
        "model": "737-3Q8"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T09:40:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "1478",
        "origin_code": "SJC",
        "destination_code": "BUR",
        "manufacturer": "BOEING",
        "model": "737-5H4"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T09:31:00.000Z"
        },
        "name": "American Eagle Airlines",
        "flight_num": "3196",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "EMBRAER",
        "model": "EMB-135KL"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T09:30:00.000Z"
        },
        "name": "Southwest Airlines",
        "flight_num": "1323",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOEING",
        "model": "737-3H4"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T08:52:00.000Z"
        },
        "name": "Sky West Airlines",
        "flight_num": "6946",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOMBARDIER INC",
        "model": "CL-600-2B19"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T08:24:00.000Z"
        },
        "name": "American Eagle Airlines",
        "flight_num": "3194",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "EMBRAER",
        "model": "EMB-135KL"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T06:34:00.000Z"
        },
        "name": "Sky West Airlines",
        "flight_num": "6993",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "BOMBARDIER INC",
        "model": "CL-600-2B19"
      },
      {
        "dep_minute": {
          "value": "2004-01-01T06:14:00.000Z"
        },
        "name": "American Eagle Airlines",
        "flight_num": "3192",
        "origin_code": "SJC",
        "destination_code": "LAX",
        "manufacturer": "EMBRAER",
        "model": "EMB-135KL"
      }
    ]
  }
]
WITH __stage0 AS (
  SELECT
    group_set,
    CASE WHEN group_set=1 THEN
      carriers_0.nickname
      END as nickname__1,
    CASE WHEN group_set=1 THEN
      COUNT( 1)
      END as flight_count__1,
    CASE WHEN group_set=2 THEN
      EXTRACT(HOUR FROM flights.dep_time)
      END as dep_hour__2,
    CASE WHEN group_set=2 THEN
      COUNT( 1)
      END as flight_count__2,
    CASE WHEN group_set=3 THEN
      TIMESTAMP_TRUNC(flights.dep_time, MINUTE)
      END as dep_minute__3,
    CASE WHEN group_set=3 THEN
      carriers_0.name
      END as name__3,
    CASE WHEN group_set=3 THEN
      flights.flight_num
      END as flight_num__3,
    CASE WHEN group_set=3 THEN
      flights.origin
      END as origin_code__3,
    CASE WHEN group_set=3 THEN
      flights.destination
      END as destination_code__3,
    CASE WHEN group_set=3 THEN
      aircraft_models_0.manufacturer
      END as manufacturer__3,
    CASE WHEN group_set=3 THEN
      aircraft_models_0.model
      END as model__3
  FROM `malloy-data.faa.flights` as flights
  LEFT JOIN `malloy-data.faa.airports` AS origin_0
    ON origin_0.code=flights.origin
  LEFT JOIN `malloy-data.faa.airports` AS destination_0
    ON destination_0.code=flights.destination
  LEFT JOIN `malloy-data.faa.carriers` AS carriers_0
    ON carriers_0.code=flights.carrier
  LEFT JOIN `malloy-data.faa.aircraft` AS aircraft_0
    ON aircraft_0.tail_num=flights.tail_num
  LEFT JOIN `malloy-data.faa.aircraft_models` AS aircraft_models_0
    ON aircraft_models_0.aircraft_model_code=aircraft_0.aircraft_model_code
  CROSS JOIN (SELECT row_number() OVER() -1  group_set FROM UNNEST(GENERATE_ARRAY(0,3,1)))
  WHERE (origin_0.code='SJC')
  AND ((destination_0.code='LAX')or(destination_0.code='BUR'))
  AND ((flights.dep_time>=TIMESTAMP('2004-01-01', 'UTC'))and(flights.dep_time<TIMESTAMP('2004-01-02', 'UTC')))
  GROUP BY 1,2,4,6,7,8,9,10,11,12
)
SELECT
  ARRAY_AGG(CASE WHEN group_set=1 THEN STRUCT(
    nickname__1 as nickname, 
    flight_count__1 as flight_count
    ) END IGNORE NULLS  ORDER BY  flight_count__1 desc ) as carriers,
  ARRAY_AGG(CASE WHEN group_set=2 THEN STRUCT(
    dep_hour__2 as dep_hour, 
    flight_count__2 as flight_count
    ) END IGNORE NULLS  ORDER BY  dep_hour__2 ASC ) as by_hour,
  ARRAY_AGG(CASE WHEN group_set=3 THEN STRUCT(
    dep_minute__3 as dep_minute, 
    name__3 as name, 
    flight_num__3 as flight_num, 
    origin_code__3 as origin_code, 
    destination_code__3 as destination_code, 
    manufacturer__3 as manufacturer, 
    model__3 as model
    ) END IGNORE NULLS  ORDER BY  dep_minute__3 desc ) as flights
FROM __stage0

Sessionizing Flight Data.

You can think of flight data as event data. The below is a classic map/reduce roll up of the flight data by carrier and day, plane and day, and individual events for each plane.

query: sessionize is {
  group_by: flight_date is dep_time.day
  group_by: carrier
  aggregate: daily_flight_count is flight_count
  nest: per_plane_data is {
    top: 20
    group_by: tail_num
    aggregate: plane_flight_count is flight_count
    nest: flight_legs is {
      order_by: 2
      group_by:
        tail_num
        dep_minute is dep_time.minute
        origin_code
        dest_code is destination_code
        dep_delay
        arr_delay
      ]
    }
  }
}
query: flights { where: carrier:'WN', dep_time: @2002-03-03 } -> sessionize
QUERY RESULTS
flight_​datecarrierdaily_​flight_​countper_​plane_​data
2002-03-03WN2,411
tail_​numplane_​flight_​countflight_​legs
N721WN12
tail_​numdep_​minuteorigin_​codedest_​codedep_​delayarr_​delay
N721WN2002-03-03 06:30HOUAUS01
N721WN2002-03-03 07:35AUSDAL0-2
N721WN2002-03-03 08:55DALSAT00
N721WN2002-03-03 10:20SATHOU00
N721WN2002-03-03 11:30HOUDAL00
N721WN2002-03-03 12:50DALSAT0-5
N721WN2002-03-03 14:15SATHOU50
N721WN2002-03-03 15:20HOUSAT04
N721WN2002-03-03 16:34SATHOU4-4
N721WN2002-03-03 17:40HOUMSY0-2
N721WN2002-03-03 19:10MSYDAL510
N721WN2002-03-03 20:55DALAMA52
N501SW11
tail_​numdep_​minuteorigin_​codedest_​codedep_​delayarr_​delay
N501SW2002-03-03 09:25AMADAL0-5
N501SW2002-03-03 10:45DALAUS01
N501SW2002-03-03 11:55AUSHRL0-4
N501SW2002-03-03 13:20HRLHOU00
N501SW2002-03-03 15:00HOUDAL6052
N501SW2002-03-03 16:25DALAMA7070
N501SW2002-03-03 17:58AMADAL7875
N501SW2002-03-03 19:20DALHOU8084
N501SW2002-03-03 20:44HOUHRL7985
N501SW2002-03-03 21:59HRLHOU7472
N501SW2002-03-03 23:00HOUDAL6068
N515SW10
tail_​numdep_​minuteorigin_​codedest_​codedep_​delayarr_​delay
N515SW2002-03-03 08:05OKCDAL05
N515SW2002-03-03 09:50DALLBB05
N515SW2002-03-03 11:22LBBAUS1210
N515SW2002-03-03 12:35AUSHOU04
N515SW2002-03-03 14:02HOUMSY1210
N515SW2002-03-03 15:48MSYMCO3325
N515SW2002-03-03 18:40MCOFLL2516
N515SW2002-03-03 19:50FLLMCO1015
N515SW2002-03-03 21:10MCOMSY105
N515SW2002-03-03 22:15MSYHOU513
N600WN10
tail_​numdep_​minuteorigin_​codedest_​codedep_​delayarr_​delay
N600WN2002-03-03 08:00ELPDAL0-12
N600WN2002-03-03 11:00DALTUL0-1
N600WN2002-03-03 12:10TULDAL0-3
N600WN2002-03-03 13:25DALMAF06
N600WN2002-03-03 14:55MAFDAL5-1
N600WN2002-03-03 16:19DALSAT40
N600WN2002-03-03 17:40SATHOU0-14
N600WN2002-03-03 18:55HOUSAT0-3
N600WN2002-03-03 20:10SATLAS0-2
N600WN2002-03-03 21:38LASLAX13-4
N333SW10
tail_​numdep_​minuteorigin_​codedest_​codedep_​delayarr_​delay
N333SW2002-03-03 08:10FLLMCO0-5
N333SW2002-03-03 09:35MCOIND0-10
N333SW2002-03-03 12:37INDMDW74
N333SW2002-03-03 13:00MDWBWI2021
N333SW2002-03-03 16:10BWIORF5560
N333SW2002-03-03 17:20ORFBWI6048
N333SW2002-03-03 18:30BWIORF5058
N333SW2002-03-03 19:45ORFMCO6067
N333SW2002-03-03 22:20MCOBNA6552
N333SW2002-03-03 23:26BNAMDW4643
N93SW10
tail_​numdep_​minuteorigin_​codedest_​codedep_​delayarr_​delay
N93SW2002-03-03 10:45MAFABQ02
N93SW2002-03-03 11:24ABQELP1412
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            "dep_minute": {
              "value": "2002-03-03T13:25:00.000Z"
            },
            "origin_code": "BWI",
            "dest_code": "PVD",
            "dep_delay": 0,
            "arr_delay": -7
          },
          {
            "tail_num": "N607SW",
            "dep_minute": {
              "value": "2002-03-03T14:51:00.000Z"
            },
            "origin_code": "PVD",
            "dest_code": "BWI",
            "dep_delay": 126,
            "arr_delay": 126
          },
          {
            "tail_num": "N607SW",
            "dep_minute": {
              "value": "2002-03-03T16:45:00.000Z"
            },
            "origin_code": "BWI",
            "dest_code": "ORF",
            "dep_delay": 135,
            "arr_delay": 146
          },
          {
            "tail_num": "N607SW",
            "dep_minute": {
              "value": "2002-03-03T17:56:00.000Z"
            },
            "origin_code": "ORF",
            "dest_code": "JAX",
            "dep_delay": 141,
            "arr_delay": 148
          },
          {
            "tail_num": "N607SW",
            "dep_minute": {
              "value": "2002-03-03T20:15:00.000Z"
            },
            "origin_code": "JAX",
            "dest_code": "ORF",
            "dep_delay": 150,
            "arr_delay": 120
          },
          {
            "tail_num": "N607SW",
            "dep_minute": {
              "value": "2002-03-03T21:47:00.000Z"
            },
            "origin_code": "ORF",
            "dest_code": "BWI",
            "dep_delay": 112,
            "arr_delay": 95
          },
          {
            "tail_num": "N607SW",
            "dep_minute": {
              "value": "2002-03-03T23:04:00.000Z"
            },
            "origin_code": "BWI",
            "dest_code": "ORF",
            "dep_delay": 114,
            "arr_delay": 120
          }
        ]
      },
      {
        "tail_num": "N301SW",
        "plane_flight_count": 10,
        "flight_legs": [
          {
            "tail_num": "N301SW",
            "dep_minute": {
              "value": "2002-03-03T06:30:00.000Z"
            },
            "origin_code": "ONT",
            "dest_code": "LAS",
            "dep_delay": 0,
            "arr_delay": -2
          },
          {
            "tail_num": "N301SW",
            "dep_minute": {
              "value": "2002-03-03T07:58:00.000Z"
            },
            "origin_code": "LAS",
            "dest_code": "RNO",
            "dep_delay": 8,
            "arr_delay": 9
          },
          {
            "tail_num": "N301SW",
            "dep_minute": {
              "value": "2002-03-03T09:34:00.000Z"
            },
            "origin_code": "RNO",
            "dest_code": "SJC",
            "dep_delay": 4,
            "arr_delay": -2
          },
          {
            "tail_num": "N301SW",
            "dep_minute": {
              "value": "2002-03-03T10:55:00.000Z"
            },
            "origin_code": "SJC",
            "dest_code": "ONT",
            "dep_delay": 5,
            "arr_delay": -2
          },
          {
            "tail_num": "N301SW",
            "dep_minute": {
              "value": "2002-03-03T12:25:00.000Z"
            },
            "origin_code": "ONT",
            "dest_code": "LAS",
            "dep_delay": 0,
            "arr_delay": 10
          },
          {
            "tail_num": "N301SW",
            "dep_minute": {
              "value": "2002-03-03T13:55:00.000Z"
            },
            "origin_code": "LAS",
            "dest_code": "SAN",
            "dep_delay": 10,
            "arr_delay": -5
          },
          {
            "tail_num": "N301SW",
            "dep_minute": {
              "value": "2002-03-03T15:10:00.000Z"
            },
            "origin_code": "SAN",
            "dest_code": "SJC",
            "dep_delay": 0,
            "arr_delay": -3
          },
          {
            "tail_num": "N301SW",
            "dep_minute": {
              "value": "2002-03-03T17:05:00.000Z"
            },
            "origin_code": "SJC",
            "dest_code": "LAS",
            "dep_delay": 10,
            "arr_delay": 12
          },
          {
            "tail_num": "N301SW",
            "dep_minute": {
              "value": "2002-03-03T19:00:00.000Z"
            },
            "origin_code": "LAS",
            "dest_code": "PHX",
            "dep_delay": 20,
            "arr_delay": 20
          },
          {
            "tail_num": "N301SW",
            "dep_minute": {
              "value": "2002-03-03T21:35:00.000Z"
            },
            "origin_code": "PHX",
            "dest_code": "STL",
            "dep_delay": 20,
            "arr_delay": 18
          }
        ]
      },
      {
        "tail_num": "N510SW",
        "plane_flight_count": 10,
        "flight_legs": [
          {
            "tail_num": "N510SW",
            "dep_minute": {
              "value": "2002-03-03T07:45:00.000Z"
            },
            "origin_code": "LAX",
            "dest_code": "RNO",
            "dep_delay": 0,
            "arr_delay": -5
          },
          {
            "tail_num": "N510SW",
            "dep_minute": {
              "value": "2002-03-03T09:25:00.000Z"
            },
            "origin_code": "RNO",
            "dest_code": "BOI",
            "dep_delay": 0,
            "arr_delay": -3
          },
          {
            "tail_num": "N510SW",
            "dep_minute": {
              "value": "2002-03-03T11:55:00.000Z"
            },
            "origin_code": "BOI",
            "dest_code": "GEG",
            "dep_delay": 0,
            "arr_delay": -5
          },
          {
            "tail_num": "N510SW",
            "dep_minute": {
              "value": "2002-03-03T12:20:00.000Z"
            },
            "origin_code": "GEG",
            "dest_code": "BOI",
            "dep_delay": 0,
            "arr_delay": -2
          },
          {
            "tail_num": "N510SW",
            "dep_minute": {
              "value": "2002-03-03T14:40:00.000Z"
            },
            "origin_code": "BOI",
            "dest_code": "RNO",
            "dep_delay": 0,
            "arr_delay": -7
          },
          {
            "tail_num": "N510SW",
            "dep_minute": {
              "value": "2002-03-03T15:10:00.000Z"
            },
            "origin_code": "RNO",
            "dest_code": "LAX",
            "dep_delay": 0,
            "arr_delay": -7
          },
          {
            "tail_num": "N510SW",
            "dep_minute": {
              "value": "2002-03-03T17:05:00.000Z"
            },
            "origin_code": "LAX",
            "dest_code": "TUS",
            "dep_delay": 10,
            "arr_delay": 2
          },
          {
            "tail_num": "N510SW",
            "dep_minute": {
              "value": "2002-03-03T19:40:00.000Z"
            },
            "origin_code": "TUS",
            "dest_code": "LAX",
            "dep_delay": 0,
            "arr_delay": -6
          },
          {
            "tail_num": "N510SW",
            "dep_minute": {
              "value": "2002-03-03T20:40:00.000Z"
            },
            "origin_code": "LAX",
            "dest_code": "SJC",
            "dep_delay": 0,
            "arr_delay": 1
          },
          {
            "tail_num": "N510SW",
            "dep_minute": {
              "value": "2002-03-03T22:10:00.000Z"
            },
            "origin_code": "SJC",
            "dest_code": "PDX",
            "dep_delay": 0,
            "arr_delay": -4
          }
        ]
      },
      {
        "tail_num": "N365SW",
        "plane_flight_count": 10,
        "flight_legs": [
          {
            "tail_num": "N365SW",
            "dep_minute": {
              "value": "2002-03-03T07:25:00.000Z"
            },
            "origin_code": "ALB",
            "dest_code": "BWI",
            "dep_delay": 0,
            "arr_delay": 0
          },
          {
            "tail_num": "N365SW",
            "dep_minute": {
              "value": "2002-03-03T09:05:00.000Z"
            },
            "origin_code": "BWI",
            "dest_code": "BNA",
            "dep_delay": 0,
            "arr_delay": 9
          },
          {
            "tail_num": "N365SW",
            "dep_minute": {
              "value": "2002-03-03T10:35:00.000Z"
            },
            "origin_code": "BNA",
            "dest_code": "LAS",
            "dep_delay": 5,
            "arr_delay": 14
          },
          {
            "tail_num": "N365SW",
            "dep_minute": {
              "value": "2002-03-03T13:32:00.000Z"
            },
            "origin_code": "LAS",
            "dest_code": "BUR",
            "dep_delay": 22,
            "arr_delay": 18
          },
          {
            "tail_num": "N365SW",
            "dep_minute": {
              "value": "2002-03-03T15:09:00.000Z"
            },
            "origin_code": "BUR",
            "dest_code": "OAK",
            "dep_delay": 34,
            "arr_delay": 33
          },
          {
            "tail_num": "N365SW",
            "dep_minute": {
              "value": "2002-03-03T16:56:00.000Z"
            },
            "origin_code": "OAK",
            "dest_code": "BUR",
            "dep_delay": 46,
            "arr_delay": 45
          },
          {
            "tail_num": "N365SW",
            "dep_minute": {
              "value": "2002-03-03T18:24:00.000Z"
            },
            "origin_code": "BUR",
            "dest_code": "SMF",
            "dep_delay": 49,
            "arr_delay": 54
          },
          {
            "tail_num": "N365SW",
            "dep_minute": {
              "value": "2002-03-03T20:09:00.000Z"
            },
            "origin_code": "SMF",
            "dest_code": "BUR",
            "dep_delay": 59,
            "arr_delay": 55
          },
          {
            "tail_num": "N365SW",
            "dep_minute": {
              "value": "2002-03-03T21:27:00.000Z"
            },
            "origin_code": "BUR",
            "dest_code": "LAS",
            "dep_delay": 47,
            "arr_delay": 41
          },
          {
            "tail_num": "N365SW",
            "dep_minute": {
              "value": "2002-03-03T22:36:00.000Z"
            },
            "origin_code": "LAS",
            "dest_code": "ABQ",
            "dep_delay": 36,
            "arr_delay": 34
          }
        ]
      },
      {
        "tail_num": "N664WN",
        "plane_flight_count": 10,
        "flight_legs": [
          {
            "tail_num": "N664WN",
            "dep_minute": {
              "value": "2002-03-03T06:35:00.000Z"
            },
            "origin_code": "SEA",
            "dest_code": "SMF",
            "dep_delay": 0,
            "arr_delay": -10
          },
          {
            "tail_num": "N664WN",
            "dep_minute": {
              "value": "2002-03-03T08:45:00.000Z"
            },
            "origin_code": "SMF",
            "dest_code": "ONT",
            "dep_delay": 0,
            "arr_delay": -8
          },
          {
            "tail_num": "N664WN",
            "dep_minute": {
              "value": "2002-03-03T10:24:00.000Z"
            },
            "origin_code": "ONT",
            "dest_code": "PHX",
            "dep_delay": 4,
            "arr_delay": -3
          },
          {
            "tail_num": "N664WN",
            "dep_minute": {
              "value": "2002-03-03T13:10:00.000Z"
            },
            "origin_code": "PHX",
            "dest_code": "SLC",
            "dep_delay": 15,
            "arr_delay": 14
          },
          {
            "tail_num": "N664WN",
            "dep_minute": {
              "value": "2002-03-03T15:09:00.000Z"
            },
            "origin_code": "SLC",
            "dest_code": "BOI",
            "dep_delay": 14,
            "arr_delay": 5
          },
          {
            "tail_num": "N664WN",
            "dep_minute": {
              "value": "2002-03-03T16:30:00.000Z"
            },
            "origin_code": "BOI",
            "dest_code": "PDX",
            "dep_delay": 10,
            "arr_delay": 6
          },
          {
            "tail_num": "N664WN",
            "dep_minute": {
              "value": "2002-03-03T17:10:00.000Z"
            },
            "origin_code": "PDX",
            "dest_code": "OAK",
            "dep_delay": 15,
            "arr_delay": 1
          },
          {
            "tail_num": "N664WN",
            "dep_minute": {
              "value": "2002-03-03T19:05:00.000Z"
            },
            "origin_code": "OAK",
            "dest_code": "LAX",
            "dep_delay": 5,
            "arr_delay": -5
          },
          {
            "tail_num": "N664WN",
            "dep_minute": {
              "value": "2002-03-03T21:00:00.000Z"
            },
            "origin_code": "LAX",
            "dest_code": "LAS",
            "dep_delay": 0,
            "arr_delay": -6
          },
          {
            "tail_num": "N664WN",
            "dep_minute": {
              "value": "2002-03-03T22:30:00.000Z"
            },
            "origin_code": "LAS",
            "dest_code": "PHX",
            "dep_delay": 0,
            "arr_delay": -6
          }
        ]
      },
      {
        "tail_num": "N712SW",
        "plane_flight_count": 10,
        "flight_legs": [
          {
            "tail_num": "N712SW",
            "dep_minute": {
              "value": "2002-03-03T08:40:00.000Z"
            },
            "origin_code": "PBI",
            "dest_code": "BNA",
            "dep_delay": 0,
            "arr_delay": 2
          },
          {
            "tail_num": "N712SW",
            "dep_minute": {
              "value": "2002-03-03T10:17:00.000Z"
            },
            "origin_code": "BNA",
            "dest_code": "MDW",
            "dep_delay": 7,
            "arr_delay": -2
          },
          {
            "tail_num": "N712SW",
            "dep_minute": {
              "value": "2002-03-03T12:05:00.000Z"
            },
            "origin_code": "MDW",
            "dest_code": "DTW",
            "dep_delay": 10,
            "arr_delay": 5
          },
          {
            "tail_num": "N712SW",
            "dep_minute": {
              "value": "2002-03-03T14:33:00.000Z"
            },
            "origin_code": "DTW",
            "dest_code": "MDW",
            "dep_delay": 13,
            "arr_delay": 15
          },
          {
            "tail_num": "N712SW",
            "dep_minute": {
              "value": "2002-03-03T15:10:00.000Z"
            },
            "origin_code": "MDW",
            "dest_code": "STL",
            "dep_delay": 20,
            "arr_delay": 15
          },
          {
            "tail_num": "N712SW",
            "dep_minute": {
              "value": "2002-03-03T16:44:00.000Z"
            },
            "origin_code": "STL",
            "dest_code": "HOU",
            "dep_delay": 24,
            "arr_delay": 10
          },
          {
            "tail_num": "N712SW",
            "dep_minute": {
              "value": "2002-03-03T19:20:00.000Z"
            },
            "origin_code": "HOU",
            "dest_code": "DAL",
            "dep_delay": 20,
            "arr_delay": 15
          },
          {
            "tail_num": "N712SW",
            "dep_minute": {
              "value": "2002-03-03T20:37:00.000Z"
            },
            "origin_code": "DAL",
            "dest_code": "OKC",
            "dep_delay": 22,
            "arr_delay": 22
          },
          {
            "tail_num": "N712SW",
            "dep_minute": {
              "value": "2002-03-03T21:40:00.000Z"
            },
            "origin_code": "OKC",
            "dest_code": "STL",
            "dep_delay": 20,
            "arr_delay": 13
          },
          {
            "tail_num": "N712SW",
            "dep_minute": {
              "value": "2002-03-03T23:12:00.000Z"
            },
            "origin_code": "STL",
            "dest_code": "MDW",
            "dep_delay": 12,
            "arr_delay": 6
          }
        ]
      },
      {
        "tail_num": "N613SW",
        "plane_flight_count": 10,
        "flight_legs": [
          {
            "tail_num": "N613SW",
            "dep_minute": {
              "value": "2002-03-03T07:25:00.000Z"
            },
            "origin_code": "STL",
            "dest_code": "PHX",
            "dep_delay": 0,
            "arr_delay": -28
          },
          {
            "tail_num": "N613SW",
            "dep_minute": {
              "value": "2002-03-03T10:30:00.000Z"
            },
            "origin_code": "PHX",
            "dest_code": "LAX",
            "dep_delay": 0,
            "arr_delay": -14
          },
          {
            "tail_num": "N613SW",
            "dep_minute": {
              "value": "2002-03-03T11:25:00.000Z"
            },
            "origin_code": "LAX",
            "dest_code": "SJC",
            "dep_delay": 0,
            "arr_delay": -5
          },
          {
            "tail_num": "N613SW",
            "dep_minute": {
              "value": "2002-03-03T13:12:00.000Z"
            },
            "origin_code": "SJC",
            "dest_code": "LAS",
            "dep_delay": 12,
            "arr_delay": 8
          },
          {
            "tail_num": "N613SW",
            "dep_minute": {
              "value": "2002-03-03T14:56:00.000Z"
            },
            "origin_code": "LAS",
            "dest_code": "ONT",
            "dep_delay": 11,
            "arr_delay": 3
          },
          {
            "tail_num": "N613SW",
            "dep_minute": {
              "value": "2002-03-03T16:22:00.000Z"
            },
            "origin_code": "ONT",
            "dest_code": "LAS",
            "dep_delay": 17,
            "arr_delay": 13
          },
          {
            "tail_num": "N613SW",
            "dep_minute": {
              "value": "2002-03-03T17:57:00.000Z"
            },
            "origin_code": "LAS",
            "dest_code": "RNO",
            "dep_delay": 37,
            "arr_delay": 40
          },
          {
            "tail_num": "N613SW",
            "dep_minute": {
              "value": "2002-03-03T19:40:00.000Z"
            },
            "origin_code": "RNO",
            "dest_code": "LAS",
            "dep_delay": 40,
            "arr_delay": 38
          },
          {
            "tail_num": "N613SW",
            "dep_minute": {
              "value": "2002-03-03T21:24:00.000Z"
            },
            "origin_code": "LAS",
            "dest_code": "BUR",
            "dep_delay": 49,
            "arr_delay": 45
          },
          {
            "tail_num": "N613SW",
            "dep_minute": {
              "value": "2002-03-03T22:47:00.000Z"
            },
            "origin_code": "BUR",
            "dest_code": "LAS",
            "dep_delay": 52,
            "arr_delay": 52
          }
        ]
      },
      {
        "tail_num": "N512SW",
        "plane_flight_count": 9,
        "flight_legs": [
          {
            "tail_num": "N512SW",
            "dep_minute": {
              "value": "2002-03-03T07:45:00.000Z"
            },
            "origin_code": "DAL",
            "dest_code": "SAT",
            "dep_delay": 0,
            "arr_delay": -2
          },
          {
            "tail_num": "N512SW",
            "dep_minute": {
              "value": "2002-03-03T09:05:00.000Z"
            },
            "origin_code": "SAT",
            "dest_code": "HRL",
            "dep_delay": 0,
            "arr_delay": 0
          },
          {
            "tail_num": "N512SW",
            "dep_minute": {
              "value": "2002-03-03T10:15:00.000Z"
            },
            "origin_code": "HRL",
            "dest_code": "SAT",
            "dep_delay": 0,
            "arr_delay": 0
          },
          {
            "tail_num": "N512SW",
            "dep_minute": {
              "value": "2002-03-03T11:25:00.000Z"
            },
            "origin_code": "SAT",
            "dest_code": "DAL",
            "dep_delay": 0,
            "arr_delay": 0
          },
          {
            "tail_num": "N512SW",
            "dep_minute": {
              "value": "2002-03-03T12:40:00.000Z"
            },
            "origin_code": "DAL",
            "dest_code": "AUS",
            "dep_delay": 0,
            "arr_delay": 0
          },
          {
            "tail_num": "N512SW",
            "dep_minute": {
              "value": "2002-03-03T13:55:00.000Z"
            },
            "origin_code": "AUS",
            "dest_code": "DAL",
            "dep_delay": 0,
            "arr_delay": -7
          },
          {
            "tail_num": "N512SW",
            "dep_minute": {
              "value": "2002-03-03T15:15:00.000Z"
            },
            "origin_code": "DAL",
            "dest_code": "MSY",
            "dep_delay": 0,
            "arr_delay": -5
          },
          {
            "tail_num": "N512SW",
            "dep_minute": {
              "value": "2002-03-03T16:55:00.000Z"
            },
            "origin_code": "MSY",
            "dest_code": "DAL",
            "dep_delay": 0,
            "arr_delay": 5
          },
          {
            "tail_num": "N512SW",
            "dep_minute": {
              "value": "2002-03-03T19:00:00.000Z"
            },
            "origin_code": "DAL",
            "dest_code": "TUL",
            "dep_delay": 15,
            "arr_delay": 5
          }
        ]
      }
    ]
  }
]
WITH __stage0 AS (
  SELECT
    group_set,
    TIMESTAMP_TRUNC(flights.dep_time, DAY) as flight_date__0,
    flights.carrier as carrier__0,
    CASE WHEN group_set=0 THEN
      COUNT( 1)
      END as daily_flight_count__0,
    CASE WHEN group_set IN (1,2) THEN
      flights.tail_num
      END as tail_num__1,
    CASE WHEN group_set=1 THEN
      COUNT( 1)
      END as plane_flight_count__1,
    CASE WHEN group_set=2 THEN
      flights.tail_num
      END as tail_num__2,
    CASE WHEN group_set=2 THEN
      TIMESTAMP_TRUNC(flights.dep_time, MINUTE)
      END as dep_minute__2,
    CASE WHEN group_set=2 THEN
      flights.origin
      END as origin_code__2,
    CASE WHEN group_set=2 THEN
      flights.destination
      END as dest_code__2,
    CASE WHEN group_set=2 THEN
      flights.dep_delay
      END as dep_delay__2,
    CASE WHEN group_set=2 THEN
      flights.arr_delay
      END as arr_delay__2
  FROM `malloy-data.faa.flights` as flights
  CROSS JOIN (SELECT row_number() OVER() -1  group_set FROM UNNEST(GENERATE_ARRAY(0,2,1)))
  WHERE (flights.carrier='WN')
  AND ((flights.dep_time>=TIMESTAMP('2002-03-03', 'UTC'))and(flights.dep_time<TIMESTAMP('2002-03-04', 'UTC')))
  AND (flights.carrier='WN')
  AND ((flights.dep_time>=TIMESTAMP('2002-03-03', 'UTC'))and(flights.dep_time<TIMESTAMP('2002-03-04', 'UTC')))
  GROUP BY 1,2,3,5,7,8,9,10,11,12
)
, __stage1 AS (
  SELECT 
    CASE WHEN group_set=2 THEN 1  ELSE group_set END as group_set,
    flight_date__0 as flight_date__0,
    carrier__0 as carrier__0,
    ANY_VALUE(CASE WHEN group_set=0 THEN daily_flight_count__0 END) as daily_flight_count__0,
    CASE WHEN group_set IN (1,2) THEN
      tail_num__1
      END as tail_num__1,
    ANY_VALUE(CASE WHEN group_set=1 THEN plane_flight_count__1 END) as plane_flight_count__1,
    ARRAY_AGG(CASE WHEN group_set=2 THEN STRUCT(
      tail_num__2 as tail_num, 
      dep_minute__2 as dep_minute, 
      origin_code__2 as origin_code, 
      dest_code__2 as dest_code, 
      dep_delay__2 as dep_delay, 
      arr_delay__2 as arr_delay
      ) END IGNORE NULLS  ORDER BY  dep_minute__2 ASC ) as flight_legs__1
  FROM __stage0
  GROUP BY 1,2,3,5
)
SELECT
  flight_date__0 as flight_date,
  carrier__0 as carrier,
  ANY_VALUE(CASE WHEN group_set=0 THEN daily_flight_count__0 END) as daily_flight_count,
  ARRAY_AGG(CASE WHEN group_set=1 THEN STRUCT(
    tail_num__1 as tail_num, 
    plane_flight_count__1 as plane_flight_count, 
    flight_legs__1 as flight_legs
    ) END IGNORE NULLS  ORDER BY  plane_flight_count__1 desc  LIMIT 20) as per_plane_data
FROM __stage1
GROUP BY 1,2
ORDER BY 1 desc

The Malloy Model

All of the queries above are executed against the following model:

source: airports is table('malloy-data.faa.airports') {
  primary_key: code
  dimension: name is concat(code, ' - ', full_name)
  measure: airport_count is count()
}

source: carriers is table('malloy-data.faa.carriers') {
  primary_key: code
  measure: carrier_count is count()
}

source: aircraft_models is table('malloy-data.faa.aircraft_models') {
  primary_key: aircraft_model_code
  measure: aircraft_model_count is count()
}

source: aircraft is table('malloy-data.faa.aircraft') {
  primary_key: tail_num
  measure: aircraft_count is count()
  join_one: aircraft_models with aircraft_model_code
}

source: aircraft_facts is from(
  table('malloy-data.faa.flights') -> {
    group_by: tail_num
    aggregate:
      lifetime_flights is count()
      lifetime_distance is distance.sum()
  }
) {
  primary_key: tail_num
  dimension: lifetime_flights_bucketed is floor(lifetime_flights / 1000) * 1000
}

source: flights is table('malloy-data.faa.flights') {
  primary_key: id2
  rename: origin_code is origin
  rename: destination_code is destination

  join_one: carriers with carrier
  join_one: origin is airports with origin_code
  join_one: destination is airports with destination_code
  join_one: aircraft with tail_num
  join_one: aircraft_facts with tail_num

  measure:
    flight_count is count()
    total_distance is sum(distance)
    seats_for_sale is sum(aircraft.aircraft_models.seats)
    seats_owned is aircraft.sum(aircraft.aircraft_models.seats)
    // average_seats is aircraft.aircraft_models.avg(aircraft.aircraft_models.seats)
    // average_seats is aircraft.aircraft_models.seats.avg()

  query: measures is {
    aggregate:
      flight_count
      aircraft.aircraft_count
      dest_count is destination.airport_count
      origin_count is origin.airport_count
  }

  // shows carriers and number of destinations (bar chart)
  query: by_carrier is {
    group_by: carriers.nickname
    aggregate: flight_count
    aggregate: destination_count is destination.count()
  }

  // shows year over year growth (line chart)
  query: year_over_year is {
    group_by: dep_month is month(dep_time)
    aggregate: flight_count
    group_by: dep_year is dep_time.year
  }

  // shows plane manufacturers and frequency of use
  query: by_manufacturer is {
    top: 5
    group_by: aircraft.aircraft_models.manufacturer
    aggregate: aircraft.aircraft_count, flight_count
  }

  query: delay_by_hour_of_day is {
    where: dep_delay > 30
    group_by: dep_hour is hour(dep_time)
    aggregate: flight_count
    group_by: delay is floor(dep_delay) / 30 * 30
  }

  query: carriers_by_month is {
    group_by: dep_month is dep_time.month
    aggregate: flight_count
    group_by: carriers.nickname
  }

  query: seats_by_distance is {
    // seats rounded to 5
    group_by: seats is floor(aircraft.aircraft_models.seats / 5) * 5
    aggregate: flight_count
    // distance rounded to 20
    group_by: distance is floor(distance / 20) * 20
  }

  query: routes_map is {
    group_by:
      origin.latitude
      origin.longitude
      latitude2 is destination.latitude
      longitude2 is destination.longitude
    aggregate: flight_count
  }

  query: destinations_by_month is {
    group_by: dep_month is dep_time.month
    aggregate: flight_count
    group_by: destination.name
  }

  // query flights { where: origin.code: 'SJC' } -> airport_dashboard
  query: airport_dashboard is {
    top: 10
    group_by: code is destination_code
    group_by: destination is destination.full_name
    aggregate: flight_count
    nest: carriers_by_month, routes_map, delay_by_hour_of_day
  }

  query: plane_usage is {
    order_by: 1 desc
    where: aircraft.aircraft_count > 1
    group_by: aircraft_facts.lifetime_flights_bucketed
    aggregate: aircraft.aircraft_count, flight_count
    nest: by_manufacturer, by_carrier
  }


  // query: southwest_flights is carrier_dashboard { where: carriers.nickname : 'Southwest' }
  query: carrier_dashboard is {
    aggregate: destination_count is destination.airport_count
    aggregate: flight_count
    nest: by_manufacturer
    nest: by_month is {
      group_by: dep_month is dep_time.month
      aggregate: flight_count
    }
    nest: hubs is {
      top: 10
      where: destination.airport_count > 1
      group_by: hub is origin.name
      aggregate: destination_count is destination.airport_count
    }
    nest: origin_dashboard is {
      top: 10
      group_by:
        code is origin_code,
        origin is origin.full_name,
        origin.city
      aggregate: flight_count
      nest: destinations_by_month, routes_map, year_over_year
    }
  }

  query: detail is {
    top: 30 by dep_time
    project:
      id2, dep_time, tail_num, carrier, origin_code, destination_code, distance, aircraft.aircraft_model_code
  }

  // query that you might run for to build a flight search interface
  // query flights { where: origin.code: 'SJC', destination.code: 'LAX' | 'BUR', dep_time: @2004-01-01 } -> kayak
  query: kayak is {
    nest: carriers is {
      group_by: carriers.nickname
      aggregate: flight_count
    }
    nest: by_hour is {
      order_by: 1
      group_by: dep_hour is hour(dep_time)
      aggregate: flight_count
    }
    nest: flights is {
      group_by:
        dep_minute is dep_time.minute
        carriers.name
        flight_num
        origin_code
        destination_code
        aircraft.aircraft_models.manufacturer
        aircraft.aircraft_models.model
    }
  }

  // example query that shows how you can build a map reduce job to sessionize flights
  query: sessionize is {
    group_by: flight_date is dep_time.day
    group_by: carrier
    aggregate: daily_flight_count is flight_count
    nest: per_plane_data is {
      top: 20
      group_by: tail_num
      aggregate: plane_flight_count is flight_count
      nest: flight_legs is {
        order_by: 2
        group_by:
          tail_num
          dep_minute is dep_time.minute
          origin_code
          dest_code is destination_code
          dep_delay
          arr_delay
      }
    }
  }

  -- search_index is (index : [dep_time: @2004-01]
  --   *, carriers.*,
  --   origin.code, origin.state, origin.city, origin.full_name, origin.fac_type
  --   destination.code, destination.state, destination.city, destination.full_name
  --   aircraft.aircraft_model_code, aircraft.aircraft_models.manufacturer
  --   aircraft.aircraft_models.model
  --   on flight_count
  -- )
}

Data Styles

The data styles tell the Malloy renderer how to render different kinds of results.

{
  "by_carrier": {
    "renderer": "bar_chart"
  },
  "year_over_year": {
    "renderer": "line_chart"
  },
  "by_month": {
    "renderer": "line_chart"
  },
  "by_manufacturer": {
    "renderer": "bar_chart"
  },
  "routes_map": {
    "renderer": "segment_map"
  },
  "destinations_by_month": {
    "renderer": "line_chart"
  },
  "delay_by_hour_of_day": {
    "renderer" : "scatter_chart"
  },
  "seats_by_distance": {
    "renderer": "scatter_chart"
  },
  "carriers_by_month" : {
    "renderer": "line_chart"
  }
}